We eliminate the workflows your finance team hates.
Line Item Systems helps financial-services companies identify, redesign, and automate complex accounting and finance workflows, while keeping the controls, evidence, and human judgment that matter.
Reconciliations · Month-end close · Cash & treasury · Lending & investment operations · Reporting · Exception research
Your hardest finance workflows were never designed. They accumulated.
Finance teams often inherit processes built across spreadsheets, email, portals, PDFs, ERP exports, tribal knowledge, and manual review.
Each workaround makes sense in isolation. Over time, the workflow becomes expensive, slow, fragile, and difficult to change.
Modern automation makes a different operating model possible.
Reconciliations
Analysts spend hours matching data, researching breaks, and rebuilding evidence every period.
Month-End Close
Critical close processes depend on spreadsheets, manual handoffs, and institutional knowledge.
Cash & Treasury
Bank activity, servicing systems, forecasts, and ledgers require repetitive movement and investigation.
Investment & Lending Operations
Documents, transactions, accounting data, counterparties, and servicing feeds create complex exception-heavy processes.
Reporting
Highly paid finance professionals spend too much time assembling data instead of analyzing it.
Exception Research
Routine items are easy. The expensive part is figuring out why the remaining 10–20% do not match.
Start with one ugly workflow.
We do not begin with an “AI strategy.” We begin with a process your team already wishes would disappear.
Identify the pain
Show us the process that consumes too much time, creates recurring frustration, or depends on one person knowing how everything works.
Understand how it really works
We map the trigger, inputs, systems, actions, decisions, exceptions, controls, and outputs.
Build the business case
We estimate current effort, cost, error and rework, automation potential, implementation complexity, and expected payback.
Keep judgment. Remove busywork.
We determine which steps should be deterministic, which can use AI, which need validation, and where a human should remain in control.
Implement the workflow
When the economics work, we build the automation around your existing systems instead of forcing a rip-and-replace.
Prove the result
We compare the new workflow against the original baseline: hours saved, cycle time, exception rate, and operating cost.
What a workflow transformation can look like
- Bank files manually downloaded
- Data reformatted in Excel
- Transactions matched manually
- Breaks researched across multiple systems
- Supporting evidence assembled
- Manager review
- Adjustments posted
180 hours / month
- Files automatically ingested
- Data normalized
- Deterministic matching handles routine items
- AI investigates bounded exceptions
- Evidence attached to recommended resolutions
- Low-confidence items route to an accountant
- Reviewer approves
- Complete audit trail retained
45 hours / month
Illustrative example only. Actual automation potential depends on the workflow, systems, controls, data quality, and exception profile.
Automation built for finance, not demos.
Finance automation has to survive more than a product demo. It has to survive close, review, audit, management scrutiny, and real exceptions.
Human-in-the-loop by design
Judgment calls and material exceptions can remain with the finance team.
Deterministic controls
Use rules and independent validations where certainty matters more than creativity.
Evidence attached
Recommendations show the source information and reasoning needed for review.
Systems of record remain systems of record
Automation works around and between existing platforms rather than casually replacing core accounting infrastructure.
AI can investigate. Controls verify. People approve.
Built for the long tail of finance work.
If a workflow involves people repeatedly gathering, interpreting, matching, checking, researching, documenting, or moving information between systems, it may be a candidate.
4:5 photo needed
Built by someone who has lived inside the finance function.
Line Item Systems was founded by [Founder name], a CPA with experience spanning derivatives consulting, six years inside a mortgage REIT, bank controllership, and financial-services technology.
The company was created around a simple observation:
The hardest part of finance automation is often not the technology. It is understanding the accounting, controls, exceptions, systems, and operating reality well enough to know what should be automated in the first place.
- CPA
- Former bank Controller
- Six years in mortgage / REIT finance
- Derivatives consulting
- Investment & financial-services workflows
- Product & technology in complex financial systems
[LinkedIn profile link]
What's the gnarliest workflow on your team?
Show us one finance process your team would love to stop doing manually. We'll help determine:
- What it costs today
- What makes it difficult
- What can realistically be automated
- Where human judgment should remain
- Whether the economics justify building it
20–30 minutes. One real workflow. No generic AI presentation.
[Optional: Calendly / Cal.com booking link]